Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 224 |
| Missing cells | 67 |
| Missing cells (%) | 1.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 35.1 KiB |
| Average record size in memory | 160.6 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 3 |
Experimental_Year is highly overall correlated with Date | High correlation |
SDM is highly overall correlated with SFM | High correlation |
SFM is highly overall correlated with SDM | High correlation |
Total_Nitrogen is highly overall correlated with CN_Ratio | High correlation |
CN_Ratio is highly overall correlated with Total_Nitrogen | High correlation |
Sodium is highly overall correlated with Beneficials | High correlation |
Sulphur is highly overall correlated with Crop | High correlation |
Date is highly overall correlated with Experimental_Year and 1 other fields | High correlation |
Crop is highly overall correlated with Sulphur and 1 other fields | High correlation |
Beneficials is highly overall correlated with Sodium | High correlation |
Sodium has 64 (28.6%) missing values | Missing |
Experimental_Year is highly skewed (γ1 = 1.366897501) | Skewed |
Total_Carbon is highly skewed (γ1 = -1.308036543) | Skewed |
Calcium is highly skewed (γ1 = 1.494173564) | Skewed |
Copper is highly skewed (γ1 = 1.228070075) | Skewed |
Magnesium is highly skewed (γ1 = 1.836653314) | Skewed |
Manganese is highly skewed (γ1 = 1.183970177) | Skewed |
Sodium is highly skewed (γ1 = 1.293712088) | Skewed |
Sulphur is highly skewed (γ1 = 1.432047061) | Skewed |
Reproduction
| Analysis started | 2024-07-17 12:46:04.191496 |
|---|---|
| Analysis finished | 2024-07-17 12:46:50.555228 |
| Duration | 46.36 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Experimental_Year
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.37 |
| Mean | 2.02 × 103 |
| Minimum | 2.02 × 103 |
|---|---|
| Maximum | 2.02 × 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2.02 × 103 |
|---|---|
| 5-th percentile | 2.02 × 103 |
| Q1 | 2.02 × 103 |
| median | 2.02 × 103 |
| Q3 | 2.02 × 103 |
| 95-th percentile | 2.02 × 103 |
| Maximum | 2.02 × 103 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.73 |
|---|---|
| Coefficient of variation (CV) | 0.000362 |
| Kurtosis | 0.266 |
| Mean | 2.02 × 103 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.37 |
| Sum | 4.52 × 105 |
| Variance | 0.533 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 2019 | 160 | |
| 2020 | 32 | 14.3% |
| 2021 | 32 | 14.3% |
| Value | Count | Frequency (%) |
| 2019 | 160 | |
| 2020 | 32 | 14.3% |
| 2021 | 32 | 14.3% |
| Value | Count | Frequency (%) |
| 2021 | 32 | 14.3% |
| 2020 | 32 | 14.3% |
| 2019 | 160 |
Date
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| 2019-05-21 00:00:00.0000000 | |
|---|---|
| 2019-05-08 00:00:00.0000000 | |
| 2019-05-22 00:00:00.0000000 | |
| 2020-07-15 00:00:00.0000000 | |
| 2021-07-26 00:00:00.0000000 |
Length
| Max length | 27 |
|---|---|
| Median length | 27 |
| Mean length | 27 |
| Min length | 27 |
Characters and Unicode
| Total characters | 6048 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2019-05-21 00:00:00.0000000 |
|---|---|
| 2nd row | 2019-05-21 00:00:00.0000000 |
| 3rd row | 2019-05-21 00:00:00.0000000 |
| 4th row | 2019-05-21 00:00:00.0000000 |
| 5th row | 2019-05-21 00:00:00.0000000 |
Common Values
| Value | Count | Frequency (%) |
| 2019-05-21 00:00:00.0000000 | 48 | |
| 2019-05-08 00:00:00.0000000 | 48 | |
| 2019-05-22 00:00:00.0000000 | 48 | |
| 2020-07-15 00:00:00.0000000 | 32 | |
| 2021-07-26 00:00:00.0000000 | 32 | |
| 2019-07-02 00:00:00.0000000 | 16 | 7.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 00:00:00.0000000 | 224 | |
| 2019-05-21 | 48 | 10.7% |
| 2019-05-08 | 48 | 10.7% |
| 2019-05-22 | 48 | 10.7% |
| 2020-07-15 | 32 | 7.1% |
| 2021-07-26 | 32 | 7.1% |
| 2019-07-02 | 16 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3456 | |
| 2 | 480 | 7.9% |
| - | 448 | 7.4% |
| : | 448 | 7.4% |
| 1 | 272 | 4.5% |
| 224 | 3.7% | |
| . | 224 | 3.7% |
| 5 | 176 | 2.9% |
| 9 | 160 | 2.6% |
| 7 | 80 | 1.3% |
| Other values (2) | 80 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4704 | |
| Other Punctuation | 672 | 11.1% |
| Dash Punctuation | 448 | 7.4% |
| Space Separator | 224 | 3.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3456 | |
| 2 | 480 | 10.2% |
| 1 | 272 | 5.8% |
| 5 | 176 | 3.7% |
| 9 | 160 | 3.4% |
| 7 | 80 | 1.7% |
| 8 | 48 | 1.0% |
| 6 | 32 | 0.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 448 | |
| . | 224 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 448 |
Space Separator
| Value | Count | Frequency (%) |
| 224 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6048 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3456 | |
| 2 | 480 | 7.9% |
| - | 448 | 7.4% |
| : | 448 | 7.4% |
| 1 | 272 | 4.5% |
| 224 | 3.7% | |
| . | 224 | 3.7% |
| 5 | 176 | 2.9% |
| 9 | 160 | 2.6% |
| 7 | 80 | 1.3% |
| Other values (2) | 80 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6048 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3456 | |
| 2 | 480 | 7.9% |
| - | 448 | 7.4% |
| : | 448 | 7.4% |
| 1 | 272 | 4.5% |
| 224 | 3.7% | |
| . | 224 | 3.7% |
| 5 | 176 | 2.9% |
| 9 | 160 | 2.6% |
| 7 | 80 | 1.3% |
| Other values (2) | 80 | 1.3% |
Plot_ID
Real number (ℝ)
| Distinct | 160 |
|---|---|
| Distinct (%) | 71.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.136 |
| Mean | 108 |
| Minimum | 1 |
|---|---|
| Maximum | 232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 56.8 |
| median | 99 |
| Q3 | 168 |
| 95-th percentile | 221 |
| Maximum | 232 |
| Range | 231 |
| Interquartile range (IQR) | 112 |
Descriptive statistics
| Standard deviation | 67.6 |
|---|---|
| Coefficient of variation (CV) | 0.628 |
| Kurtosis | -1.09 |
| Mean | 108 |
| Median Absolute Deviation (MAD) | 64 |
| Skewness | 0.136 |
| Sum | 2.41 × 104 |
| Variance | 4.57 × 103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 179 | 3 | 1.3% |
| 87 | 3 | 1.3% |
| 101 | 3 | 1.3% |
| 99 | 3 | 1.3% |
| 98 | 3 | 1.3% |
| 97 | 3 | 1.3% |
| 162 | 3 | 1.3% |
| 163 | 3 | 1.3% |
| 164 | 3 | 1.3% |
| 88 | 3 | 1.3% |
| Other values (150) | 194 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.4% |
| 2 | 1 | 0.4% |
| 3 | 1 | 0.4% |
| 4 | 1 | 0.4% |
| 5 | 3 |
| Value | Count | Frequency (%) |
| 232 | 1 | |
| 231 | 1 | |
| 230 | 1 | |
| 229 | 1 | |
| 228 | 1 |
Crop
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| Winter wheat | |
|---|---|
| Grain maize | |
| Winter rapeseed |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.3 |
| Min length | 11 |
Characters and Unicode
| Total characters | 2752 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Winter wheat |
|---|---|
| 2nd row | Winter wheat |
| 3rd row | Winter wheat |
| 4th row | Winter wheat |
| 5th row | Winter wheat |
Common Values
| Value | Count | Frequency (%) |
| Winter wheat | 96 | |
| Grain maize | 80 | |
| Winter rapeseed | 48 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 144 | |
| wheat | 96 | |
| grain | 80 | |
| maize | 80 | |
| rapeseed | 48 | 10.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 464 | |
| i | 304 | |
| a | 304 | |
| r | 272 | |
| t | 240 | |
| n | 224 | |
| 224 | ||
| W | 144 | 5.2% |
| w | 96 | 3.5% |
| h | 96 | 3.5% |
| Other values (6) | 384 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2304 | |
| Space Separator | 224 | 8.1% |
| Uppercase Letter | 224 | 8.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 464 | |
| i | 304 | |
| a | 304 | |
| r | 272 | |
| t | 240 | |
| n | 224 | |
| w | 96 | 4.2% |
| h | 96 | 4.2% |
| m | 80 | 3.5% |
| z | 80 | 3.5% |
| Other values (3) | 144 | 6.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 144 | |
| G | 80 |
Space Separator
| Value | Count | Frequency (%) |
| 224 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2528 | |
| Common | 224 | 8.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 464 | |
| i | 304 | |
| a | 304 | |
| r | 272 | |
| t | 240 | |
| n | 224 | |
| W | 144 | 5.7% |
| w | 96 | 3.8% |
| h | 96 | 3.8% |
| G | 80 | 3.2% |
| Other values (5) | 304 |
Common
| Value | Count | Frequency (%) |
| 224 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2752 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 464 | |
| i | 304 | |
| a | 304 | |
| r | 272 | |
| t | 240 | |
| n | 224 | |
| 224 | ||
| W | 144 | 5.2% |
| w | 96 | 3.5% |
| h | 96 | 3.5% |
| Other values (6) | 384 |
Beneficials
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| Control | |
|---|---|
| BMs |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.43 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1440 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Control |
|---|---|
| 2nd row | Control |
| 3rd row | Control |
| 4th row | Control |
| 5th row | Control |
Common Values
| Value | Count | Frequency (%) |
| Control | 192 | |
| BMs | 32 | 14.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| control | 192 | |
| bms | 32 | 14.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 384 | |
| C | 192 | |
| n | 192 | |
| t | 192 | |
| r | 192 | |
| l | 192 | |
| B | 32 | 2.2% |
| M | 32 | 2.2% |
| s | 32 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1184 | |
| Uppercase Letter | 256 | 17.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 384 | |
| n | 192 | |
| t | 192 | |
| r | 192 | |
| l | 192 | |
| s | 32 | 2.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 192 | |
| B | 32 | 12.5% |
| M | 32 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1440 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 384 | |
| C | 192 | |
| n | 192 | |
| t | 192 | |
| r | 192 | |
| l | 192 | |
| B | 32 | 2.2% |
| M | 32 | 2.2% |
| s | 32 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1440 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 384 | |
| C | 192 | |
| n | 192 | |
| t | 192 | |
| r | 192 | |
| l | 192 | |
| B | 32 | 2.2% |
| M | 32 | 2.2% |
| s | 32 | 2.2% |
SDM
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.274 |
| Mean | 276 |
| Minimum | 68.5 |
|---|---|
| Maximum | 760 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 68.5 |
|---|---|
| 5-th percentile | 75.7 |
| Q1 | 96.5 |
| median | 315 |
| Q3 | 423 |
| 95-th percentile | 514 |
| Maximum | 760 |
| Range | 691 |
| Interquartile range (IQR) | 326 |
Descriptive statistics
| Standard deviation | 173 |
|---|---|
| Coefficient of variation (CV) | 0.627 |
| Kurtosis | -1.06 |
| Mean | 276 |
| Median Absolute Deviation (MAD) | 189 |
| Skewness | 0.274 |
| Sum | 6.18 × 104 |
| Variance | 2.99 × 104 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.03 | 3 | 1.3% |
| 405.3 | 3 | 1.3% |
| 340.7 | 3 | 1.3% |
| 393.8 | 3 | 1.3% |
| 368 | 3 | 1.3% |
| 435.3 | 3 | 1.3% |
| 345.7 | 3 | 1.3% |
| 71.43 | 3 | 1.3% |
| 76.63 | 3 | 1.3% |
| 119.76 | 3 | 1.3% |
| Other values (116) | 194 |
| Value | Count | Frequency (%) |
| 68.54 | 3 | |
| 71.43 | 3 | |
| 72.85 | 3 | |
| 75.5 | 3 | |
| 76.63 | 3 |
| Value | Count | Frequency (%) |
| 759.5 | 1 | |
| 723.4 | 1 | |
| 702.4 | 1 | |
| 655 | 1 | |
| 628.2 | 1 |
SFM
Real number (ℝ)
| Distinct | 128 |
|---|---|
| Distinct (%) | 57.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.797 |
| Mean | 1.48 × 103 |
| Minimum | 16.1 |
|---|---|
| Maximum | 5.4 × 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 16.1 |
|---|---|
| 5-th percentile | 306 |
| Q1 | 426 |
| median | 1.61 × 103 |
| Q3 | 2.28 × 103 |
| 95-th percentile | 3.21 × 103 |
| Maximum | 5.4 × 103 |
| Range | 5.39 × 103 |
| Interquartile range (IQR) | 1.85 × 103 |
Descriptive statistics
| Standard deviation | 1.12 × 103 |
|---|---|
| Coefficient of variation (CV) | 0.753 |
| Kurtosis | 0.551 |
| Mean | 1.48 × 103 |
| Median Absolute Deviation (MAD) | 1.07 × 103 |
| Skewness | 0.797 |
| Sum | 3.33 × 105 |
| Variance | 1.25 × 106 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 349.6 | 3 | 1.3% |
| 2280.8 | 3 | 1.3% |
| 1666.3 | 3 | 1.3% |
| 1937.1 | 3 | 1.3% |
| 2163.5 | 3 | 1.3% |
| 2467.7 | 3 | 1.3% |
| 1729.1 | 3 | 1.3% |
| 332.4 | 3 | 1.3% |
| 365.6 | 3 | 1.3% |
| 538.6 | 3 | 1.3% |
| Other values (118) | 194 |
| Value | Count | Frequency (%) |
| 16.06470495 | 3 | |
| 20.76862238 | 3 | |
| 297.5 | 3 | |
| 305.3 | 3 | |
| 312.9 | 3 |
| Value | Count | Frequency (%) |
| 5403.2 | 1 | |
| 5360.8 | 1 | |
| 5129 | 1 | |
| 4516.4 | 1 | |
| 4248.8 | 1 |
Total_Carbon
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 55.2% |
| Missing | 1 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -1.31 |
| Mean | 440 |
| Minimum | 391 |
|---|---|
| Maximum | 459 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 391 |
|---|---|
| 5-th percentile | 400 |
| Q1 | 440 |
| median | 450 |
| Q3 | 453 |
| 95-th percentile | 455 |
| Maximum | 459 |
| Range | 68.3 |
| Interquartile range (IQR) | 12.3 |
Descriptive statistics
| Standard deviation | 20.1 |
|---|---|
| Coefficient of variation (CV) | 0.0458 |
| Kurtosis | -0.0251 |
| Mean | 440 |
| Median Absolute Deviation (MAD) | 3.63 |
| Skewness | -1.31 |
| Sum | 9.81 × 104 |
| Variance | 406 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 446.5904045 | 3 | 1.3% |
| 395.8243752 | 3 | 1.3% |
| 401.6290855 | 3 | 1.3% |
| 406.8119621 | 3 | 1.3% |
| 406.3415527 | 3 | 1.3% |
| 406.1695862 | 3 | 1.3% |
| 408.7385941 | 3 | 1.3% |
| 450.9137535 | 3 | 1.3% |
| 452.8623772 | 3 | 1.3% |
| 454.1836166 | 3 | 1.3% |
| Other values (113) | 193 |
| Value | Count | Frequency (%) |
| 390.5019188 | 3 | |
| 395.8243752 | 3 | |
| 397.0729828 | 3 | |
| 399.984436 | 3 | |
| 400.6892014 | 3 |
| Value | Count | Frequency (%) |
| 458.8500214 | 1 | 0.4% |
| 457.5219917 | 1 | 0.4% |
| 457.2322655 | 1 | 0.4% |
| 456.4206886 | 3 | |
| 455.8024979 | 3 |
Total_Nitrogen
Real number (ℝ)
| Distinct | 125 |
|---|---|
| Distinct (%) | 56.1% |
| Missing | 1 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.21 |
| Mean | 34.2 |
| Minimum | 19.8 |
|---|---|
| Maximum | 44.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 19.8 |
|---|---|
| 5-th percentile | 24.6 |
| Q1 | 29.9 |
| median | 34.6 |
| Q3 | 38.8 |
| 95-th percentile | 42.6 |
| Maximum | 44.5 |
| Range | 24.7 |
| Interquartile range (IQR) | 8.9 |
Descriptive statistics
| Standard deviation | 5.71 |
|---|---|
| Coefficient of variation (CV) | 0.167 |
| Kurtosis | -0.716 |
| Mean | 34.2 |
| Median Absolute Deviation (MAD) | 4.29 |
| Skewness | -0.21 |
| Sum | 7.63 × 103 |
| Variance | 32.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34.62292552 | 3 | 1.3% |
| 31.90737844 | 3 | 1.3% |
| 32.91337848 | 3 | 1.3% |
| 26.05662704 | 3 | 1.3% |
| 39.80962873 | 3 | 1.3% |
| 34.1245687 | 3 | 1.3% |
| 37.08785534 | 3 | 1.3% |
| 41.95408583 | 3 | 1.3% |
| 42.66485929 | 3 | 1.3% |
| 41.84370041 | 3 | 1.3% |
| Other values (115) | 193 |
| Value | Count | Frequency (%) |
| 19.84923005 | 3 | |
| 23.5 | 1 | 0.4% |
| 23.59727263 | 3 | |
| 23.9 | 1 | 0.4% |
| 24.1 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 44.51313257 | 3 | |
| 43.02977562 | 3 | |
| 42.99328327 | 3 | |
| 42.66485929 | 3 | |
| 42.39742994 | 3 |
CN_Ratio
Real number (ℝ)
| Distinct | 127 |
|---|---|
| Distinct (%) | 57.0% |
| Missing | 1 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.828 |
| Mean | 13.2 |
| Minimum | 10.2 |
|---|---|
| Maximum | 20.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 10.2 |
|---|---|
| 5-th percentile | 10.6 |
| Q1 | 11.2 |
| median | 12.7 |
| Q3 | 14.6 |
| 95-th percentile | 17.3 |
| Maximum | 20.3 |
| Range | 10.1 |
| Interquartile range (IQR) | 3.38 |
Descriptive statistics
| Standard deviation | 2.24 |
|---|---|
| Coefficient of variation (CV) | 0.17 |
| Kurtosis | 0.179 |
| Mean | 13.2 |
| Median Absolute Deviation (MAD) | 1.61 |
| Skewness | 0.828 |
| Sum | 2.95 × 103 |
| Variance | 5.02 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.89869147 | 3 | 1.3% |
| 12.40756001 | 3 | 1.3% |
| 12.20306297 | 3 | 1.3% |
| 15.6127406 | 3 | 1.3% |
| 10.20714109 | 3 | 1.3% |
| 11.90326115 | 3 | 1.3% |
| 11.02188921 | 3 | 1.3% |
| 10.74779016 | 3 | 1.3% |
| 10.61441074 | 3 | 1.3% |
| 10.85430043 | 3 | 1.3% |
| Other values (117) | 193 |
| Value | Count | Frequency (%) |
| 10.20714109 | 3 | |
| 10.23972519 | 3 | |
| 10.52291534 | 3 | |
| 10.56599679 | 3 | |
| 10.61441074 | 3 |
| Value | Count | Frequency (%) |
| 20.29173764 | 3 | |
| 18.83404255 | 1 | 0.4% |
| 18.39748954 | 1 | 0.4% |
| 18.15767635 | 1 | 0.4% |
| 18.0242915 | 1 | 0.4% |
Calcium
Real number (ℝ)
| Distinct | 127 |
|---|---|
| Distinct (%) | 56.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.49 |
| Mean | 12.7 |
| Minimum | 3.94 |
|---|---|
| Maximum | 46.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 3.94 |
|---|---|
| 5-th percentile | 4.55 |
| Q1 | 5.16 |
| median | 5.7 |
| Q3 | 6.66 |
| 95-th percentile | 44.4 |
| Maximum | 46.6 |
| Range | 42.7 |
| Interquartile range (IQR) | 1.49 |
Descriptive statistics
| Standard deviation | 14.1 |
|---|---|
| Coefficient of variation (CV) | 1.11 |
| Kurtosis | 0.398 |
| Mean | 12.7 |
| Median Absolute Deviation (MAD) | 0.665 |
| Skewness | 1.49 |
| Sum | 2.85 × 103 |
| Variance | 198 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.218285844 | 3 | 1.3% |
| 45.8266423 | 3 | 1.3% |
| 42.80622118 | 3 | 1.3% |
| 31.98566284 | 3 | 1.3% |
| 42.26696504 | 3 | 1.3% |
| 35.51186381 | 3 | 1.3% |
| 36.10318018 | 3 | 1.3% |
| 5.78994285 | 3 | 1.3% |
| 5.48445572 | 3 | 1.3% |
| 6.124677173 | 3 | 1.3% |
| Other values (117) | 194 |
| Value | Count | Frequency (%) |
| 3.937825839 | 1 | 0.4% |
| 4.148807833 | 1 | 0.4% |
| 4.175666645 | 1 | 0.4% |
| 4.257519341 | 1 | 0.4% |
| 4.342555554 | 3 |
| Value | Count | Frequency (%) |
| 46.59051317 | 3 | |
| 45.8266423 | 3 | |
| 45.31534485 | 3 | |
| 44.63354357 | 3 | |
| 42.80622118 | 3 |
Copper
Real number (ℝ)
| Distinct | 125 |
|---|---|
| Distinct (%) | 55.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.23 |
| Mean | 6.12 |
| Minimum | 2.62 |
|---|---|
| Maximum | 21.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2.62 |
|---|---|
| 5-th percentile | 2.85 |
| Q1 | 3.75 |
| median | 5.61 |
| Q3 | 8.18 |
| 95-th percentile | 10.5 |
| Maximum | 21.6 |
| Range | 19 |
| Interquartile range (IQR) | 4.42 |
Descriptive statistics
| Standard deviation | 2.74 |
|---|---|
| Coefficient of variation (CV) | 0.447 |
| Kurtosis | 3.45 |
| Mean | 6.12 |
| Median Absolute Deviation (MAD) | 2.03 |
| Skewness | 1.23 |
| Sum | 1.37 × 103 |
| Variance | 7.49 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.94253166 | 3 | 1.3% |
| 4.384043134 | 3 | 1.3% |
| 3.786231884 | 3 | 1.3% |
| 3.277905802 | 3 | 1.3% |
| 4.655206436 | 3 | 1.3% |
| 2.947905729 | 3 | 1.3% |
| 3.021553286 | 3 | 1.3% |
| 7.636200954 | 3 | 1.3% |
| 6.456921712 | 3 | 1.3% |
| 5.162688698 | 3 | 1.3% |
| Other values (115) | 194 |
| Value | Count | Frequency (%) |
| 2.622762813 | 3 | |
| 2.773977087 | 3 | |
| 2.784681169 | 3 | |
| 2.83926623 | 3 | |
| 2.94253166 | 3 |
| Value | Count | Frequency (%) |
| 21.59785166 | 1 | |
| 13.98599302 | 1 | |
| 12.54900304 | 1 | |
| 12.05492424 | 1 | |
| 11.94662574 | 1 |
Iron
Real number (ℝ)
| Distinct | 116 |
|---|---|
| Distinct (%) | 51.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.916 |
| Mean | 83.8 |
| Minimum | 50.6 |
|---|---|
| Maximum | 177 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 50.6 |
|---|---|
| 5-th percentile | 53.7 |
| Q1 | 61.4 |
| median | 82.7 |
| Q3 | 99.8 |
| 95-th percentile | 120 |
| Maximum | 177 |
| Range | 127 |
| Interquartile range (IQR) | 38.3 |
Descriptive statistics
| Standard deviation | 24.1 |
|---|---|
| Coefficient of variation (CV) | 0.288 |
| Kurtosis | 1.37 |
| Mean | 83.8 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.916 |
| Sum | 1.88 × 104 |
| Variance | 582 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.48801447 | 3 | 1.3% |
| 111.1223895 | 3 | 1.3% |
| 85.11380138 | 3 | 1.3% |
| 115.217036 | 3 | 1.3% |
| 105.37196 | 3 | 1.3% |
| 104.4327164 | 3 | 1.3% |
| 65.57285139 | 3 | 1.3% |
| 66.99458066 | 3 | 1.3% |
| 61.14013231 | 3 | 1.3% |
| 59.30131467 | 3 | 1.3% |
| Other values (106) | 194 |
| Value | Count | Frequency (%) |
| 50.62353488 | 3 | |
| 51.48801447 | 3 | |
| 51.9937726 | 3 | |
| 53.64075535 | 3 | |
| 53.82581763 | 3 |
| Value | Count | Frequency (%) |
| 177.4614381 | 3 | |
| 138.1944544 | 1 | 0.4% |
| 132.8168601 | 1 | 0.4% |
| 132.1451931 | 1 | 0.4% |
| 125.6682347 | 1 | 0.4% |
Magnesium
Real number (ℝ)
| Distinct | 122 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.84 |
| Mean | 1.95 |
| Minimum | 1.11 |
|---|---|
| Maximum | 4.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 1.11 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 1.39 |
| median | 1.56 |
| Q3 | 1.87 |
| 95-th percentile | 4.34 |
| Maximum | 4.88 |
| Range | 3.77 |
| Interquartile range (IQR) | 0.475 |
Descriptive statistics
| Standard deviation | 0.957 |
|---|---|
| Coefficient of variation (CV) | 0.49 |
| Kurtosis | 2.16 |
| Mean | 1.95 |
| Median Absolute Deviation (MAD) | 0.191 |
| Skewness | 1.84 |
| Sum | 437 |
| Variance | 0.915 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.383565412 | 3 | 1.3% |
| 1.59862594 | 3 | 1.3% |
| 4.06539361 | 3 | 1.3% |
| 2.768987073 | 3 | 1.3% |
| 4.433768721 | 3 | 1.3% |
| 3.554623358 | 3 | 1.3% |
| 3.644729376 | 3 | 1.3% |
| 1.520699924 | 3 | 1.3% |
| 1.640740193 | 3 | 1.3% |
| 1.604550548 | 3 | 1.3% |
| Other values (112) | 194 |
| Value | Count | Frequency (%) |
| 1.11 | 1 | |
| 1.13 | 1 | |
| 1.14 | 1 | |
| 1.15 | 2 | |
| 1.16 | 1 |
| Value | Count | Frequency (%) |
| 4.877836022 | 3 | |
| 4.867951702 | 3 | |
| 4.433768721 | 3 | |
| 4.377576492 | 3 | |
| 4.105486918 | 3 |
Manganese
Real number (ℝ)
| Distinct | 119 |
|---|---|
| Distinct (%) | 53.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.18 |
| Mean | 75.3 |
| Minimum | 36.6 |
|---|---|
| Maximum | 172 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 36.6 |
|---|---|
| 5-th percentile | 37.4 |
| Q1 | 52.6 |
| median | 63.1 |
| Q3 | 87.2 |
| 95-th percentile | 156 |
| Maximum | 172 |
| Range | 135 |
| Interquartile range (IQR) | 34.7 |
Descriptive statistics
| Standard deviation | 34.6 |
|---|---|
| Coefficient of variation (CV) | 0.459 |
| Kurtosis | 0.693 |
| Mean | 75.3 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.18 |
| Sum | 1.69 × 104 |
| Variance | 1.2 × 103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38.25065016 | 3 | 1.3% |
| 52.26575058 | 3 | 1.3% |
| 154.4911067 | 3 | 1.3% |
| 78.21616474 | 3 | 1.3% |
| 146.870421 | 3 | 1.3% |
| 113.553875 | 3 | 1.3% |
| 108.5352891 | 3 | 1.3% |
| 61.98044201 | 3 | 1.3% |
| 53.66650809 | 3 | 1.3% |
| 53.81535233 | 3 | 1.3% |
| Other values (109) | 194 |
| Value | Count | Frequency (%) |
| 36.61180812 | 3 | |
| 36.97949549 | 3 | |
| 37.13064744 | 3 | |
| 37.25579813 | 3 | |
| 38.08574146 | 3 |
| Value | Count | Frequency (%) |
| 171.6544205 | 3 | |
| 163.266363 | 3 | |
| 161.8855082 | 3 | |
| 156.5276373 | 3 | |
| 154.4911067 | 3 |
Phosphorus
Real number (ℝ)
| Distinct | 121 |
|---|---|
| Distinct (%) | 54.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.434 |
| Mean | 2.61 |
| Minimum | 1.82 |
|---|---|
| Maximum | 3.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 1.82 |
|---|---|
| 5-th percentile | 2.12 |
| Q1 | 2.41 |
| median | 2.56 |
| Q3 | 2.79 |
| 95-th percentile | 3.11 |
| Maximum | 3.67 |
| Range | 1.85 |
| Interquartile range (IQR) | 0.388 |
Descriptive statistics
| Standard deviation | 0.32 |
|---|---|
| Coefficient of variation (CV) | 0.122 |
| Kurtosis | 0.571 |
| Mean | 2.61 |
| Median Absolute Deviation (MAD) | 0.197 |
| Skewness | 0.434 |
| Sum | 585 |
| Variance | 0.102 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.388952538 | 3 | 1.3% |
| 2.79427126 | 3 | 1.3% |
| 2.598232872 | 3 | 1.3% |
| 2.270431109 | 3 | 1.3% |
| 2.698793564 | 3 | 1.3% |
| 2.967753767 | 3 | 1.3% |
| 3.230220163 | 3 | 1.3% |
| 2.950481026 | 3 | 1.3% |
| 2.789897817 | 3 | 1.3% |
| 2.465212158 | 3 | 1.3% |
| Other values (111) | 194 |
| Value | Count | Frequency (%) |
| 1.815367814 | 1 | 0.4% |
| 1.899489237 | 1 | 0.4% |
| 1.971070742 | 3 | |
| 1.991578228 | 3 | |
| 2.001845525 | 3 |
| Value | Count | Frequency (%) |
| 3.667507058 | 1 | |
| 3.496827834 | 1 | |
| 3.494090767 | 1 | |
| 3.493771582 | 1 | |
| 3.473233871 | 1 |
Potassium
Real number (ℝ)
| Distinct | 119 |
|---|---|
| Distinct (%) | 53.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.316 |
| Mean | 16.7 |
| Minimum | 10.7 |
|---|---|
| Maximum | 25.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 10.7 |
|---|---|
| 5-th percentile | 11.4 |
| Q1 | 13.6 |
| median | 16.7 |
| Q3 | 19.3 |
| 95-th percentile | 23.1 |
| Maximum | 25.3 |
| Range | 14.5 |
| Interquartile range (IQR) | 5.66 |
Descriptive statistics
| Standard deviation | 3.69 |
|---|---|
| Coefficient of variation (CV) | 0.221 |
| Kurtosis | -0.843 |
| Mean | 16.7 |
| Median Absolute Deviation (MAD) | 2.89 |
| Skewness | 0.316 |
| Sum | 3.74 × 103 |
| Variance | 13.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.14724686 | 3 | 1.3% |
| 19.31982984 | 3 | 1.3% |
| 11.54495646 | 3 | 1.3% |
| 18.63323975 | 3 | 1.3% |
| 12.32287114 | 3 | 1.3% |
| 13.13086666 | 3 | 1.3% |
| 16.7996731 | 3 | 1.3% |
| 15.57481219 | 3 | 1.3% |
| 14.33323155 | 3 | 1.3% |
| 13.86127534 | 3 | 1.3% |
| Other values (109) | 194 |
| Value | Count | Frequency (%) |
| 10.74377858 | 3 | |
| 11.15639543 | 3 | |
| 11.18303607 | 3 | |
| 11.37237343 | 3 | |
| 11.54495646 | 3 |
| Value | Count | Frequency (%) |
| 25.26420519 | 1 | |
| 25.24678824 | 1 | |
| 24.85284507 | 1 | |
| 24.72074512 | 1 | |
| 24.65012505 | 1 |
Sodium
Real number (ℝ)
HIGH CORRELATION  MISSING  SKEWED 
| Distinct | 38 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 64 |
| Missing (%) | 28.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.29 |
| Mean | 0.397 |
| Minimum | 0.04 |
|---|---|
| Maximum | 1.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.04 |
|---|---|
| 5-th percentile | 0.04 |
| Q1 | 0.04 |
| median | 0.0644 |
| Q3 | 0.772 |
| 95-th percentile | 1.63 |
| Maximum | 1.87 |
| Range | 1.83 |
| Interquartile range (IQR) | 0.732 |
Descriptive statistics
| Standard deviation | 0.554 |
|---|---|
| Coefficient of variation (CV) | 1.4 |
| Kurtosis | 0.196 |
| Mean | 0.397 |
| Median Absolute Deviation (MAD) | 0.0244 |
| Skewness | 1.29 |
| Sum | 63.5 |
| Variance | 0.307 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.04 | 69 | |
| 0.8395342335 | 3 | 1.3% |
| 0.1351586783 | 3 | 1.3% |
| 0.1027387017 | 3 | 1.3% |
| 0.06439220897 | 3 | 1.3% |
| 0.08822955372 | 3 | 1.3% |
| 1.873600882 | 3 | 1.3% |
| 1.632952304 | 3 | 1.3% |
| 1.444682149 | 3 | 1.3% |
| 0.8273818581 | 3 | 1.3% |
| Other values (28) | 64 | |
| (Missing) | 64 |
| Value | Count | Frequency (%) |
| 0.04 | 69 | |
| 0.04610750719 | 3 | 1.3% |
| 0.0494560129 | 3 | 1.3% |
| 0.05221465838 | 3 | 1.3% |
| 0.05603073286 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 1.873600882 | 3 | |
| 1.68938402 | 3 | |
| 1.632952304 | 3 | |
| 1.501831491 | 3 | |
| 1.444682149 | 3 |
Sulphur
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 124 |
|---|---|
| Distinct (%) | 55.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.43 |
| Mean | 4.92 |
| Minimum | 1.54 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 1.54 |
|---|---|
| 5-th percentile | 1.83 |
| Q1 | 2.18 |
| median | 3.57 |
| Q3 | 4.23 |
| 95-th percentile | 13.9 |
| Maximum | 15 |
| Range | 13.5 |
| Interquartile range (IQR) | 2.06 |
Descriptive statistics
| Standard deviation | 3.9 |
|---|---|
| Coefficient of variation (CV) | 0.793 |
| Kurtosis | 0.572 |
| Mean | 4.92 |
| Median Absolute Deviation (MAD) | 1.33 |
| Skewness | 1.43 |
| Sum | 1.1 × 103 |
| Variance | 15.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.203074683 | 3 | 1.3% |
| 3.612306869 | 3 | 1.3% |
| 13.4510359 | 3 | 1.3% |
| 9.911388398 | 3 | 1.3% |
| 14.10430763 | 3 | 1.3% |
| 9.862373542 | 3 | 1.3% |
| 9.185671024 | 3 | 1.3% |
| 3.772658585 | 3 | 1.3% |
| 3.943493642 | 3 | 1.3% |
| 4.127053972 | 3 | 1.3% |
| Other values (114) | 194 |
| Value | Count | Frequency (%) |
| 1.54 | 1 | |
| 1.56 | 1 | |
| 1.59 | 1 | |
| 1.64 | 1 | |
| 1.65 | 1 |
| Value | Count | Frequency (%) |
| 15.04861521 | 3 | |
| 14.22621597 | 3 | |
| 14.10430763 | 3 | |
| 13.97854032 | 3 | |
| 13.62673072 | 3 |
Zinc
Real number (ℝ)
| Distinct | 112 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.398 |
| Mean | 31.8 |
| Minimum | 10.5 |
|---|---|
| Maximum | 62.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 10.5 |
|---|---|
| 5-th percentile | 13.2 |
| Q1 | 21 |
| median | 31.2 |
| Q3 | 40.3 |
| 95-th percentile | 54.9 |
| Maximum | 62.4 |
| Range | 51.9 |
| Interquartile range (IQR) | 19.3 |
Descriptive statistics
| Standard deviation | 12.6 |
|---|---|
| Coefficient of variation (CV) | 0.397 |
| Kurtosis | -0.59 |
| Mean | 31.8 |
| Median Absolute Deviation (MAD) | 9.95 |
| Skewness | 0.398 |
| Sum | 7.12 × 103 |
| Variance | 160 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 4 | 1.8% |
| 13.00302465 | 3 | 1.3% |
| 19.91381962 | 3 | 1.3% |
| 35.37323704 | 3 | 1.3% |
| 37.19703273 | 3 | 1.3% |
| 24.62372265 | 3 | 1.3% |
| 27.53150032 | 3 | 1.3% |
| 20.98662354 | 3 | 1.3% |
| 21.2497948 | 3 | 1.3% |
| 27.51943679 | 3 | 1.3% |
| Other values (102) | 193 |
| Value | Count | Frequency (%) |
| 10.53686219 | 3 | |
| 12.83834724 | 3 | |
| 12.84458977 | 3 | |
| 13.00302465 | 3 | |
| 14.56107752 | 3 |
| Value | Count | Frequency (%) |
| 62.44608273 | 1 | 0.4% |
| 62.38500597 | 3 | |
| 60.12956138 | 3 | |
| 56.3761183 | 1 | 0.4% |
| 55.02043149 | 3 |
| Experimental_Year | Plot_ID | SDM | SFM | Total_Carbon | Total_Nitrogen | CN_Ratio | Calcium | Copper | Iron | Magnesium | Manganese | Phosphorus | Potassium | Sodium | Sulphur | Zinc | Date | Crop | Beneficials | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Experimental_Year | 1.000 | -0.116 | 0.368 | 0.366 | 0.073 | -0.565 | 0.627 | -0.148 | 0.605 | 0.292 | -0.347 | 0.332 | 0.372 | 0.587 | NaN | -0.746 | 0.466 | 0.993 | 0.595 | 0.640 |
| Plot_ID | -0.116 | 1.000 | 0.008 | 0.056 | -0.016 | 0.085 | -0.119 | 0.118 | 0.031 | 0.073 | 0.036 | 0.092 | 0.008 | -0.008 | -0.024 | 0.112 | 0.017 | 0.543 | 0.486 | 0.210 |
| SDM | 0.368 | 0.008 | 1.000 | 0.924 | -0.491 | -0.659 | 0.529 | 0.268 | 0.271 | 0.765 | 0.348 | 0.752 | 0.221 | 0.473 | 0.609 | -0.135 | 0.736 | 0.500 | 0.708 | 0.491 |
| SFM | 0.366 | 0.056 | 0.924 | 1.000 | -0.542 | -0.657 | 0.520 | 0.327 | 0.317 | 0.783 | 0.290 | 0.799 | 0.229 | 0.497 | 0.616 | -0.177 | 0.762 | 0.621 | 0.712 | 0.365 |
| Total_Carbon | 0.073 | -0.016 | -0.491 | -0.542 | 1.000 | 0.514 | -0.322 | -0.571 | 0.408 | -0.479 | -0.293 | -0.594 | 0.090 | 0.149 | -0.740 | -0.275 | -0.271 | 0.590 | 0.735 | 0.259 |
| Total_Nitrogen | -0.565 | 0.085 | -0.659 | -0.657 | 0.514 | 1.000 | -0.961 | -0.173 | -0.116 | -0.482 | -0.093 | -0.482 | 0.047 | -0.259 | -0.517 | 0.393 | -0.477 | 0.619 | 0.667 | 0.414 |
| CN_Ratio | 0.627 | -0.119 | 0.529 | 0.520 | -0.322 | -0.961 | 1.000 | -0.028 | 0.201 | 0.332 | -0.090 | 0.277 | -0.107 | 0.252 | 0.231 | -0.566 | 0.352 | 0.590 | 0.630 | 0.537 |
| Calcium | -0.148 | 0.118 | 0.268 | 0.327 | -0.571 | -0.173 | -0.028 | 1.000 | -0.282 | 0.401 | 0.494 | 0.623 | 0.013 | -0.190 | 0.658 | 0.534 | 0.299 | 0.481 | 0.697 | 0.166 |
| Copper | 0.605 | 0.031 | 0.271 | 0.317 | 0.408 | -0.116 | 0.201 | -0.282 | 1.000 | 0.372 | -0.148 | 0.238 | 0.373 | 0.845 | -0.308 | -0.649 | 0.561 | 0.547 | 0.658 | 0.431 |
| Iron | 0.292 | 0.073 | 0.765 | 0.783 | -0.479 | -0.482 | 0.332 | 0.401 | 0.372 | 1.000 | 0.367 | 0.817 | 0.252 | 0.547 | 0.547 | -0.087 | 0.775 | 0.582 | 0.641 | 0.352 |
| Magnesium | -0.347 | 0.036 | 0.348 | 0.290 | -0.293 | -0.093 | -0.090 | 0.494 | -0.148 | 0.367 | 1.000 | 0.426 | 0.146 | 0.089 | 0.750 | 0.571 | 0.469 | 0.523 | 0.670 | 0.119 |
| Manganese | 0.332 | 0.092 | 0.752 | 0.799 | -0.594 | -0.482 | 0.277 | 0.623 | 0.238 | 0.817 | 0.426 | 1.000 | 0.392 | 0.449 | 0.670 | 0.105 | 0.805 | 0.657 | 0.758 | 0.400 |
| Phosphorus | 0.372 | 0.008 | 0.221 | 0.229 | 0.090 | 0.047 | -0.107 | 0.013 | 0.373 | 0.252 | 0.146 | 0.392 | 1.000 | 0.460 | 0.222 | -0.118 | 0.411 | 0.397 | 0.395 | 0.355 |
| Potassium | 0.587 | -0.008 | 0.473 | 0.497 | 0.149 | -0.259 | 0.252 | -0.190 | 0.845 | 0.547 | 0.089 | 0.449 | 0.460 | 1.000 | 0.062 | -0.515 | 0.724 | 0.623 | 0.655 | 0.398 |
| Sodium | NaN | -0.024 | 0.609 | 0.616 | -0.740 | -0.517 | 0.231 | 0.658 | -0.308 | 0.547 | 0.750 | 0.670 | 0.222 | 0.062 | 1.000 | 0.559 | 0.701 | 0.563 | 0.708 | 1.000 |
| Sulphur | -0.746 | 0.112 | -0.135 | -0.177 | -0.275 | 0.393 | -0.566 | 0.534 | -0.649 | -0.087 | 0.571 | 0.105 | -0.118 | -0.515 | 0.559 | 1.000 | -0.176 | 0.618 | 0.977 | 0.475 |
| Zinc | 0.466 | 0.017 | 0.736 | 0.762 | -0.271 | -0.477 | 0.352 | 0.299 | 0.561 | 0.775 | 0.469 | 0.805 | 0.411 | 0.724 | 0.701 | -0.176 | 1.000 | 0.564 | 0.726 | 0.403 |
| Date | 0.993 | 0.543 | 0.500 | 0.621 | 0.590 | 0.619 | 0.590 | 0.481 | 0.547 | 0.582 | 0.523 | 0.657 | 0.397 | 0.623 | 0.563 | 0.618 | 0.564 | 1.000 | 0.993 | 0.629 |
| Crop | 0.595 | 0.486 | 0.708 | 0.712 | 0.735 | 0.667 | 0.630 | 0.697 | 0.658 | 0.641 | 0.670 | 0.758 | 0.395 | 0.655 | 0.708 | 0.977 | 0.726 | 0.993 | 1.000 | 0.541 |
| Beneficials | 0.640 | 0.210 | 0.491 | 0.365 | 0.259 | 0.414 | 0.537 | 0.166 | 0.431 | 0.352 | 0.119 | 0.400 | 0.355 | 0.398 | 1.000 | 0.475 | 0.403 | 0.629 | 0.541 | 1.000 |
| Experimental_Year | Date | Plot_ID | Crop | Beneficials | SDM | SFM | Total_Carbon | Total_Nitrogen | CN_Ratio | Calcium | Copper | Iron | Magnesium | Manganese | Phosphorus | Potassium | Sodium | Sulphur | Zinc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019 | 2019-05-21 00:00:00.0000000 | 1 | Winter wheat | Control | 83.03 | 349.600000 | 446.590405 | 34.622926 | 12.898691 | 5.218286 | 2.942532 | 51.488014 | 1.383565 | 38.250650 | 2.388953 | 12.147247 | 0.064541 | 3.203075 | 13.003025 |
| 1 | 2019 | 2019-05-21 00:00:00.0000000 | 2 | Winter wheat | Control | 100.33 | 438.000000 | 450.354519 | 37.044910 | 12.157063 | 5.284267 | 3.244429 | 61.967728 | 1.381524 | 38.718735 | 2.292210 | 13.679618 | 0.040000 | 3.612307 | 14.561078 |
| 2 | 2019 | 2019-05-21 00:00:00.0000000 | 3 | Winter wheat | Control | 76.78 | 20.768622 | 451.815414 | 35.478708 | 12.734833 | 6.220552 | 3.696290 | 56.580673 | 1.557872 | 39.793500 | 1.991578 | 12.046889 | 0.094339 | 3.720861 | 20.768622 |
| 3 | 2019 | 2019-05-21 00:00:00.0000000 | 4 | Winter wheat | Control | 136.10 | 16.064705 | 449.164715 | 37.434171 | 11.998818 | 5.221039 | 4.569095 | 177.461438 | 1.442612 | 44.454794 | 2.342307 | 13.798657 | 0.040000 | 3.319803 | 16.064705 |
| 4 | 2019 | 2019-05-21 00:00:00.0000000 | 5 | Winter wheat | Control | 75.50 | 305.300000 | 445.898609 | 34.683578 | 12.856186 | 4.997491 | 2.784681 | 51.993773 | 1.421898 | 36.979495 | 2.406508 | 11.183036 | 0.040000 | 3.073398 | 10.536862 |
| 5 | 2019 | 2019-05-21 00:00:00.0000000 | 6 | Winter wheat | Control | 109.12 | 482.600000 | 450.978336 | 37.938824 | 11.887072 | 4.789384 | 3.725480 | 61.435264 | 1.357322 | 38.085741 | 2.459007 | 14.047339 | 0.049456 | 3.468119 | 15.160778 |
| 6 | 2019 | 2019-05-21 00:00:00.0000000 | 7 | Winter wheat | Control | 77.06 | 333.800000 | 447.818756 | 35.197811 | 12.723098 | 6.008341 | 3.754542 | 53.825818 | 1.544227 | 37.255798 | 1.971071 | 11.895972 | 0.040000 | 3.875938 | 15.836747 |
| 7 | 2019 | 2019-05-21 00:00:00.0000000 | 8 | Winter wheat | Control | 106.75 | 496.700000 | 452.330704 | 37.395244 | 12.095988 | 4.936956 | 4.636632 | 63.329118 | 1.335302 | 36.611808 | 2.382659 | 12.926328 | 0.040000 | 3.260321 | 19.640758 |
| 8 | 2019 | 2019-05-21 00:00:00.0000000 | 9 | Winter wheat | Control | 124.26 | 536.000000 | 444.586811 | 35.076349 | 12.674763 | 4.810649 | 3.364280 | 50.623535 | 1.365790 | 39.480024 | 2.397437 | 12.069794 | 0.052215 | 3.125495 | 12.844590 |
| 9 | 2019 | 2019-05-21 00:00:00.0000000 | 10 | Winter wheat | Control | 105.20 | 499.500000 | 450.920620 | 38.678106 | 11.658340 | 4.342556 | 3.434855 | 61.335129 | 1.369743 | 45.488014 | 2.497104 | 14.878609 | 0.040000 | 3.522990 | 16.481238 |
| Experimental_Year | Date | Plot_ID | Crop | Beneficials | SDM | SFM | Total_Carbon | Total_Nitrogen | CN_Ratio | Calcium | Copper | Iron | Magnesium | Manganese | Phosphorus | Potassium | Sodium | Sulphur | Zinc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 214 | 2021 | 2021-07-26 00:00:00.0000000 | 104 | Grain maize | BMs | 258.0 | 1535.8 | 442.1 | 24.6 | 17.971545 | 5.58 | 6.27 | 85.0 | 1.19 | 78.0 | 2.77 | 17.5 | NaN | 1.79 | 34.0 |
| 215 | 2021 | 2021-07-26 00:00:00.0000000 | 104 | Grain maize | Control | 317.8 | 1992.4 | 442.0 | 25.0 | 17.680000 | 5.66 | 6.90 | 94.0 | 1.27 | 70.0 | 2.91 | 18.6 | NaN | 1.85 | 32.0 |
| 216 | 2021 | 2021-07-26 00:00:00.0000000 | 177 | Grain maize | BMs | 471.0 | 2786.3 | 448.3 | 29.9 | 14.993311 | 6.65 | 8.22 | 102.0 | 1.42 | 89.0 | 2.57 | 18.2 | NaN | 1.83 | 41.0 |
| 217 | 2021 | 2021-07-26 00:00:00.0000000 | 177 | Grain maize | Control | 370.8 | 1941.0 | 450.8 | 29.5 | 15.281356 | 6.67 | 8.75 | 105.0 | 1.41 | 88.0 | 2.56 | 18.2 | NaN | 1.65 | 39.0 |
| 218 | 2021 | 2021-07-26 00:00:00.0000000 | 178 | Grain maize | BMs | 380.3 | 2442.4 | 442.3 | 31.1 | 14.221865 | 7.02 | 8.79 | 106.0 | 1.29 | 123.0 | 2.79 | 18.8 | NaN | 2.06 | 39.0 |
| 219 | 2021 | 2021-07-26 00:00:00.0000000 | 178 | Grain maize | Control | 431.8 | 2736.5 | 444.4 | 31.6 | 14.063291 | 6.39 | 8.80 | 102.0 | 1.17 | 112.0 | 2.75 | 17.4 | NaN | 1.84 | 42.0 |
| 220 | 2021 | 2021-07-26 00:00:00.0000000 | 179 | Grain maize | BMs | 367.5 | 2294.8 | 442.6 | 25.7 | 17.221790 | 4.93 | 6.62 | 94.0 | 1.13 | 89.0 | 2.67 | 17.9 | NaN | 3.06 | 34.0 |
| 221 | 2021 | 2021-07-26 00:00:00.0000000 | 179 | Grain maize | Control | 541.8 | 2246.5 | 437.6 | 24.1 | 18.157676 | 5.41 | 6.27 | 95.0 | 1.14 | 105.0 | 2.65 | 18.3 | NaN | 2.08 | 38.0 |
| 222 | 2021 | 2021-07-26 00:00:00.0000000 | 180 | Grain maize | BMs | 314.0 | 1852.5 | 439.7 | 23.9 | 18.397490 | 5.53 | 6.20 | 86.0 | 1.20 | 77.0 | 2.73 | 17.5 | NaN | 1.86 | 35.0 |
| 223 | 2021 | 2021-07-26 00:00:00.0000000 | 180 | Grain maize | Control | 366.1 | 2232.2 | 443.5 | 26.4 | 16.799242 | 6.41 | 7.90 | 90.0 | 1.37 | 86.0 | 2.53 | 17.8 | NaN | 1.86 | 39.0 |